{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "overhead-cherry",
   "metadata": {},
   "source": [
    "### Basic Streamline Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "invisible-frederick",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.figure_factory as ff\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "x = np.linspace(-3, 3, 100)\n",
    "y = np.linspace(-3, 3, 100)\n",
    "Y, X = np.meshgrid(x, y)\n",
    "u = np.cos(X)*Y\n",
    "v = np.sin(X)*Y\n",
    "\n",
    "# Create streamline figure\n",
    "fig = ff.create_streamline(x, y, u, v, arrow_scale=.1)\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "auburn-madison",
   "metadata": {},
   "source": [
    "### Streamline and Source Point Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "corporate-ballot",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.figure_factory as ff\n",
    "import plotly.graph_objects as go\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "N = 50\n",
    "x_start, x_end = -2.0, 2.0\n",
    "y_start, y_end = -1.0, 1.0\n",
    "x = np.linspace(x_start, x_end, N)\n",
    "y = np.linspace(y_start, y_end, N)\n",
    "X, Y = np.meshgrid(x, y)\n",
    "source_strength = 5.0\n",
    "x_source, y_source = -1.0, 0.0\n",
    "\n",
    "# Compute the velocity field on the mesh grid\n",
    "u = (source_strength/(2*np.pi) *\n",
    "     (X - x_source)/((X - x_source)**2 + (Y - y_source)**2))\n",
    "v = (source_strength/(2*np.pi) *\n",
    "     (Y - y_source)/((X - x_source)**2 + (Y - y_source)**2))\n",
    "\n",
    "# Create streamline figure\n",
    "fig = ff.create_streamline(x, y, u, v,\n",
    "                           name='streamline')\n",
    "\n",
    "# Add source point\n",
    "fig.add_trace(go.Scatter(x=[x_source], y=[y_source],\n",
    "                          mode='markers',\n",
    "                          marker_size=14,\n",
    "                          name='source point'))\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
